{
 "cells": [
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    ".. _nb_petal:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Petal Diagram\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Also, it might be interesting to compare one solution with another. Here, a visual a single solution regarding its trade-offs.\n",
    "\n",
    "Let us visualize some test data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "code": "visualization/usage_petal.py",
    "section": "load_data"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0.19151945 0.62210877 0.43772774 0.78535858 0.77997581 0.27259261]]\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "np.random.seed(1234)\n",
    "F = np.random.random((1, 6))\n",
    "print(F)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A simple petal plot can be created by:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "code": "visualization/usage_petal.py",
    "section": "petal_width"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pymoo.visualization.petal.Petal at 0x7fd4858dc350>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 342,
       "width": 460
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pymoo.visualization.petal import Petal\n",
    "\n",
    "Petal(bounds=[0, 1]).add(F).show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you prefer to visualize smaller values with a larger area, set `reverse=True`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "code": "visualization/usage_petal.py",
    "section": "petal_width_reverse"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pymoo.visualization.petal.Petal at 0x7fd486a535d0>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 342,
       "width": 460
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "Petal(bounds=[0, 1], reverse=True).add(F).show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "code": "visualization/usage_petal.py",
    "section": "petal_width_custom"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pymoo.visualization.petal.Petal at 0x7fd487a52190>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 369,
       "width": 460
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot = Petal(bounds=[0, 1],\n",
    "             cmap=\"tab20\",\n",
    "             labels=[\"profit\", \"cost\", \"sustainability\", \"environment\", \"satisfaction\", \"time\"],\n",
    "             title=(\"Solution A\", {'pad': 20}))\n",
    "plot.add(F)\n",
    "plot.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Each add will plot solutions in a row. Each entry represents a column.\n",
    "Easily, different solutions can be compared."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "code": "visualization/usage_petal.py",
    "section": "petal_width_multiple"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pymoo.visualization.petal.Petal at 0x7fd486a8b850>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 6 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 355,
       "width": 460
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "F = np.random.random((6, 6))\n",
    "plot = Petal(bounds=[0, 1], title=[\"Solution %s\" % t for t in [\"A\", \"B\", \"C\", \"D\", \"E\", \"F\"]])\n",
    "plot.add(F[:3])\n",
    "plot.add(F[3:])\n",
    "plot.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### API"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    ".. autoclass:: pymoo.visualization.petal.Petal\n",
    "    :noindex:"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
